Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | Unranked | stackguide-mcp-servermcp · back-end | Helps teams standardize implementation quality with project-aware rules, code review, health scoring, and an active agent workflow for intake… | No signals yet | No one-command install · Source | |
| 202 | Unranked | devreview-mcp-server-2mcp · back-end | Enables AI-assisted code review by integrating with the DevReview platform to analyze pull requests and provide feedback. | No signals yet | No one-command install · Source | |
| 203 | Unranked | ai-mosaicmcp · back-end | MCP server for Angular 19+ development, providing PR review, code scaffolding, modernization audits, and Storybook guidance. | No signals yet | No one-command install · Source | |
| 204 | Unranked | jestay-bitbucket-mcpmcp · back-end | MCP server for code review of Bitbucket Cloud pull requests: list PRs, read diffs, file contents and comments, and post review comments. | No signals yet | No one-command install · Source | |
| 205 | Unranked | azure-devops-pr-reviewer-mcp-servermcp · back-end | An MCP server for automated code reviews on Azure DevOps pull requests, enabling AI assistants to fetch PR details, validate requirements, post inline… | No signals yet | No one-command install · Source | |
| 206 | Unranked | any2mcpmcp · back-end | Convert plain Python modules into MCP servers without decorators or boilerplate, automatically exposing functions as schematized tools. | No signals yet | No one-command install · Source | |
| 207 | Unranked | devkit-mcpmcp · back-end | A developer toolkit MCP server offering seven utilities: HTTP requests, JWT decoding, hashing, UUID generation, regex testing, cron explanation, and… | No signals yet | No one-command install · Source | |
| 208 | Unranked | clockify-mcp-servermcp · back-end | A scoped MCP server for managing Clockify workspaces, offering read/write tools for clients, projects, tasks, tags, and time entries, with idempotent… | No signals yet | No one-command install · Source | |
| 209 | Unranked | sonos-mcpmcp · back-end | MCP server for controlling Sonos speakers. Currently early scaffolding with a temporary discover tool. | No signals yet | No one-command install · Source | |
| 210 | Unranked | code-review-workflow-mcp-servermcp · back-end | Enables automated code review by reading code files, checking for style issues like console.log and TODOs, and generating formatted reports. | No signals yet | No one-command install · Source | |
| 211 | Unranked | fyipedia-mcpmcp · back-end | Unified MCP server providing AI assistants with 53 tools from 10 developer tool packages, including color conversion, emoji metadata, symbol encoding… | No signals yet | No one-command install · Source | |
| 212 | Unranked | pal-mcp-servermcp · back-end | A Model Context Protocol server that connects AI CLI tools to multiple models for multi-model orchestration, conversation continuity, and… | No signals yet | No one-command install · Source | |
| 213 | Unranked | greencodemcpmcp · back-end | An MCP server that detects energy anti-patterns in Python code, retrieves optimization examples, suggests refactoring, validates correctness, and… | No signals yet | No one-command install · Source | |
| 214 | Unranked | mcp-typescript-boilerplatemcp · back-end | A TypeScript boilerplate for building MCP servers using the official SDK, with a layered architecture for easy adaptation to different APIs. | No signals yet | No one-command install · Source | |
| 215 | Unranked | wow-vanilla-mcpmcp · back-end | Enables AI assistants to search and retrieve documentation for Vanilla World of Warcraft Lua APIs, including function signatures, categories… | No signals yet | No one-command install · Source | |
| 216 | Unranked | devtoolmcp · back-end | A unified developer toolbox MCP server providing utilities for base64, JWT, timestamps, UUID, JSON formatting, hashing, URL handling, case conversion… | No signals yet | No one-command install · Source | |
| 217 | Unranked | secureops-mcpmcp · back-end | A secure, modular MCP server for file operations and code review using Gemini. | No signals yet | No one-command install · Source | |
| 218 | Unranked | runkeep-mcpmcp · back-end | Enables management of long-running development processes (such as dev servers, compilers, and watchers) from MCP hosts. Provides tools to start, stop… | No signals yet | No one-command install · Source | |
| 219 | Unranked | abap-mcp-adtmcp · back-end | MCP server for SAP ABAP development that enables AI assistants and code editors to interact with SAP systems via ABAP Developer Toolkit (ADT) APIs… | No signals yet | No one-command install · Source | |
| 220 | Unranked | chrome-cookies-mcpmcp · back-end | An MCP server that reads decrypted cookies from a running Chrome instance via the Chrome DevTools Protocol, returning them in various formats. | No signals yet | No one-command install · Source | |
| 221 | Unranked | architecture-contractmcp · back-end | An agnostic MCP server that reads arc.yaml from the workspace, exposing tools to map layers, trace slices, generate scaffolding, and validate… | No signals yet | No one-command install · Source | |
| 222 | Unranked | ai-mcp-toolkitmcp · back-end | An MCP server providing tools for web research, code review, and concept explanation, callable by any MCP-compatible client. | No signals yet | No one-command install · Source | |
| 223 | Unranked | obfus-linkmcp · back-end | Offers 31 deterministic developer tools (obfuscators, encoders, converters, validators) on a lean, machine-payable MCP endpoint. | No signals yet | No one-command install · Source | |
| 224 | Unranked | spring-toolkit-mcpmcp · back-end | A secure-by-default MCP server and CLI for AI agents to inspect Spring Boot repositories and interact with runtime Actuator endpoints, enabling code… | No signals yet | No one-command install · Source | |
| 225 | Unranked | mcp-rules-servermcp · back-end | MCP server that provides code validation rules and analysis for various stacks/frameworks, enabling automated code reviews and reporting directly from… | No signals yet | No one-command install · Source | |
| 226 | Unranked | chrome-course-mcpmcp · back-end | A local MCP server that enables Codex to inspect and interact with Chrome tabs through the Chrome DevTools Protocol, primarily for collecting… | No signals yet | No one-command install · Source | |
| 227 | Unranked | cursor-mcp-servermcp · back-end | Turns Claude Desktop into a Cursor-like assistant for code browsing, editing, searching, linting, formatting, and version control. | No signals yet | No one-command install · Source | |
| 228 | Unranked | gitlab-mcpmcp · back-end | Exposes the GitLab REST API to MCP clients for managing projects, issues, merge requests, repositories, and CI/CD pipelines. It is multi-tenant… | No signals yet | No one-command install · Source | |
| 229 | Unranked | karpathy-guidelines-mcp-servermcp · back-end | Provides code review and guideline loading based on Andrej Karpathy's coding principles, helping LLMs avoid common pitfalls like over-engineering and… | No signals yet | No one-command install · Source | |
| 230 | Unranked | fictjs-mcpmcp · back-end | MCP server for retrieving Fict documentation, running compiler/ESLint/TypeScript diagnostics, and generating shareable Playground links. | No signals yet | No one-command install · Source | |
| 231 | Unranked | typescript-mcp-server-boilerplate-2mcp · back-end | A boilerplate for building MCP servers using TypeScript, with example tools like calculator and greet, plus resource support. | No signals yet | No one-command install · Source | |
| 232 | Unranked | lix-agent-version-control-mcp-servermcp · back-end | Enables AI agents to manage version control for product assets with tools for creating change sets, comparing versions, approving merges, and… | No signals yet | No one-command install · Source | |
| 233 | Unranked | vola-trebla-zod-mock-forgemcp · back-end | Generates deterministic mock data and API contract scaffolding from Zod schemas. | No signals yet | No one-command install · Source | |
| 234 | Unranked | bpe-mcp-servermcp · back-end | Enables querying consolidated Bitcoin pricing, ML signals, funding skew, and market briefings via the BPE API, without HTTP boilerplate. | No signals yet | No one-command install · Source | |
| 235 | Unranked | backend2mcpmcp · back-end | Automatically converts Python web backends (FastAPI, Flask, Django) into MCP servers by exposing API routes as MCP tools with near-zero boilerplate. | No signals yet | No one-command install · Source | |
| 236 | Unranked | electric-cherrymcp · back-end | Electron debugging MCP server for both renderer (via Chrome DevTools Protocol) and main process (via V8 Inspector Protocol), enabling automation… | No signals yet | No one-command install · Source | |
| 237 | Unranked | a11y-expert-mcpmcp · back-end | An accessibility expert MCP server that provides AI coding assistants with real-time access to WAI-ARIA patterns, code review, contrast checking, and… | No signals yet | No one-command install · Source | |
| 238 | Unranked | mo5-mcp-servermcp · back-end | Enables AI agents to access Thomson MO5 technical documentation, perform semantic search, and use build tools for MO5 development. | No signals yet | No one-command install · Source | |
| 239 | Unranked | phpactor-mcp-servermcp · back-end | Provides project-wide semantic PHP refactoring tools (find references, rename classes/members, move class, class info) for AI assistants by wrapping… | No signals yet | No one-command install · Source | |
| 240 | Unranked | developer-tools-mcp-servermcp · back-end | Provides developer tools for searching PyPI packages, fetching GitHub repository info, searching Stack Overflow, and checking Python package… | No signals yet | No one-command install · Source | |
| 241 | Unranked | arch-master-mcpmcp · back-end | Multi-stack scaffolding engine for generating production-ready module structures (NestJS, Java Spring, Python FastAPI) directly from an MCP-compatible… | No signals yet | No one-command install · Source | |
| 242 | Unranked | ceedling-mcp-servermcp · back-end | Bridges LLMs to the Ceedling C unit testing framework, enabling test execution, module-specific testing, and scaffolding of source/test file triplets. | No signals yet | No one-command install · Source | |
| 243 | Unranked | devkits-mcp-servermcp · back-end | Provides 12 local developer tools (JSON format, Base64, JWT decode, regex test, hash, UUID, etc.) for AI assistants like Claude Desktop and Cursor. | No signals yet | No one-command install · Source | |
| 244 | Unranked | ton-tolk-compiler-mcp-servermcp · back-end | Integrates Tolk compiler tools into AI assistants, enabling compilation of Tolk contracts, conversion from FunC, and version checks without manual… | No signals yet | No one-command install · Source | |
| 245 | Unranked | code-lensmcp · back-end | Gemini-powered MCP server for automated code review, analysis, and documentation. | No signals yet | No one-command install · Source | |
| 246 | Unranked | pal-mcpmcp · back-end | A Model Context Protocol server that connects multiple AI models into a single workflow, enabling multi-model orchestration, conversation continuity… | No signals yet | No one-command install · Source | |
| 247 | Unranked | mcp-review-prmcp · back-end | An MCP server for multi-language PR review with deterministic analysis, providing AI-powered code review tools that detect languages, apply review… | No signals yet | No one-command install · Source | |
| 248 | Unranked | mcp-dev-toolsmcp · back-end | Integrates AI into software development workflows by providing three MCP tools: code review checklists, conventional commit message generation, and… | No signals yet | No one-command install · Source | |
| 249 | Unranked | typescript-extractor-mcp-servermcp · back-end | Enables to extract TypeScript methods, functions, and their relevant imports and class properties for code analysis, refactoring, and documentation. | No signals yet | No one-command install · Source | |
| 250 | Unranked | multi-edit-mcp-servermcp · back-end | Enables atomic batch find-and-replace edits across single or multiple files, reducing tool calls and token usage for efficient code refactoring. | No signals yet | No one-command install · Source | |
| 251 | Unranked | jenkins-to-github-actions-mcp-servermcp · back-end | Converts Jenkins declarative pipelines into GitHub Actions workflow YAML files, facilitating migration from Jenkins to GitHub Actions CI/CD. | No signals yet | No one-command install · Source | |
| 252 | Unranked | ai-code-review-mcp-servermcp · back-end | A code review tool server based on Model Context Protocol (MCP) providing multi-dimensional code review and scoring. | No signals yet | No one-command install · Source | |
| 253 | Unranked | teamcity-mcp-servermcp · back-end | Enables management of TeamCity CI/CD operations through natural language commands, including builds, projects, tests, artifacts, and more. | No signals yet | No one-command install · Source | |
| 254 | Unranked | ast-grep-mcp-servermcp · back-end | Enables structural code search and refactoring across 20+ programming languages using ast-grep patterns, with safe dry-run mode and flexible… | No signals yet | No one-command install · Source | |
| 255 | Unranked | bitbucket-mcp-server-3mcp · back-end | An MCP server that provides tools for interacting with the Bitbucket API, supporting both Bitbucket Cloud and Bitbucket Server, enabling pull request… | No signals yet | No one-command install · Source | |
| 256 | Unranked | azure-devops-mcp-server-3mcp · back-end | Enables interaction with Azure DevOps services including work items, builds, releases, test plans, repositories, and search via natural language… | No signals yet | No one-command install · Source | |
| 257 | Unranked | mcp-server-boilerplate-2mcp · back-end | A basic MCP server that provides an addition tool and an API key retrieval tool, designed as a boilerplate for integration with Cursor AI. | No signals yet | No one-command install · Source | |
| 258 | Unranked | adcritter-buildersmcp · back-end | AdCritter ads platform: docs, API reference, app scaffolding, and white-label integration. | No signals yet | No commit datelisted | No one-command install · Source |
| 259 | Unranked | ai-devtool-mcp-servermcp · back-end | MCP server for AI DevTool workflow, exposing tools and resources for code review, repository chat, and repository operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 260 | Unranked | aksmcp · back-end | The AKS-MCP is a Model Context Protocol (MCP) server that enables AI assistants to interact with Azure Kubernetes Service (AKS) clusters. It serves as… | No signals yet | No commit datelisted | No one-command install · Source |
| 261 | Unranked | api-scaffolding-django-prosubagent · back-end | Master Django 5.x with async views, DRF, Celery, and Django Channels. Build scalable web applications with proper architecture, testing, and… | No signals yet | No commit datelisted | armory install api-scaffolding-django-pro --cli claude |
| 262 | Unranked | api-scaffolding-fastapi-prosubagent · back-end | Build high-performance async APIs with FastAPI, SQLAlchemy 2.0, and Pydantic V2. Master microservices, WebSockets, and modern Python async patterns… | No signals yet | No commit datelisted | armory install api-scaffolding-fastapi-pro --cli claude |
| 263 | Unranked | boilerplate-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 264 | Unranked | circleci-mcp-servermcp · back-end | Integrate CircleCI build and deployment pipeline management with your Claude Code workflow. Monitor builds, trigger deployments, and access project… | No signals yet | No commit datelisted | No one-command install · Source |
| 265 | Unranked | cocos4-mcp-server-aimcp · back-end | Enables AI agents to build games with the Cocos4 engine by providing high-level scaffolding tools and transparently proxying native MCP tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 266 | Unranked | devboxmcp · back-end | This server enables natural language interactions for developer-focused operations like managing Dev Boxes, configurations, and pools. | No signals yet | No commit datelisted | No one-command install · Source |
| 267 | Unranked | dotnet-architectsubagent · back-end | Expert .NET backend architect specializing in C#, ASP.NET Core, Entity Framework, Dapper, and enterprise application patterns. Masters async/await… | No signals yet | No commit datelisted | armory install dotnet-architect --cli claude |
| 268 | Unranked | echo3dmcp · back-end | Enables 3D digital asset management through the echo3D API, featuring tools for 3D file viewing, file sharing, conversion to various 3D formats, 3D… | No signals yet | No commit datelisted | No one-command install · Source |
| 269 | Unranked | elasticsearch-mcp-servermcp · back-end | MCP server for connecting to Elasticsearch data and indices. Supports search queries, mappings, ES|QL, and shard information through natural language… | No signals yet | No commit datelisted | No one-command install · Source |
| 270 | Unranked | electron-angular-nativesubagent · back-end | Code Review Mode tailored for Electron app with Node.js backend (main), Angular frontend (render), and native integration layer (e.g., AppleScript… | No signals yet | No commit datelisted | armory install electron-angular-native --cli claude |
| 271 | Unranked | flutter-codermcp · back-end | Provides Flutter and Dart reference data, code generation, live API lookups, and a verified sample corpus for AI coding assistants, enabling efficient… | No signals yet | No commit datelisted | No one-command install · Source |
| 272 | Unranked | fsharp-reviewersubagent · back-end | Expert F# code reviewer specializing in functional idioms, type safety, pattern matching, computation expressions, and performance. Use for all F#… | No signals yet | No commit datelisted | armory install fsharp-reviewer --cli claude |
| 273 | Unranked | google-ai-studio-mcp-servermcp · back-end | Exposes Google AI Studio models (Gemini, Imagen, Veo) as MCP tools for text generation, image generation, and video generation, integrating with code… | No signals yet | No commit datelisted | No one-command install · Source |
| 274 | Unranked | imagesorcery-mcpmcp · back-end | An MCP server providing tools for image processing operations | No signals yet | No commit datelisted | No one-command install · Source |
| 275 | Unranked | jupytermcp · back-end | Model Context Protocol server for Jupyter notebooks. Execute code, manage notebooks, and interact with Jupyter kernels directly from Claude. | No signals yet | No commit datelisted | No one-command install · Source |
| 276 | Unranked | k6-load-testingskill · back-end | Comprehensive k6 load testing skill for API, browser, and scalability testing. Write realistic load scenarios, analyze results, and integrate with… | No signals yet | No commit datelisted | armory install k6-load-testing --cli claude |
| 277 | Unranked | leetcodemcp · back-end | A Model Context Protocol (MCP) server for LeetCode that enables AI assistants to access LeetCode problems, user information, and contest data. | No signals yet | No commit datelisted | No one-command install · Source |
| 278 | Unranked | mcp-server-boxmcp · back-end | The Box MCP Server is a Python project that integrates with the Box API to perform various operations such as file search, text extraction, AI-based… | No signals yet | No commit datelisted | No one-command install · Source |
| 279 | Unranked | microsoft-clarity-mcp-servermcp · back-end | { | No signals yet | No commit datelisted | No one-command install · Source |
| 280 | Unranked | my-mcpservermcp · back-end | A production-ready template for developing Model Context Protocol (MCP) servers using Python and FastMCP, with example tools like a multiply… | No signals yet | No commit datelisted | No one-command install · Source |
| 281 | Unranked | nexgendata-developer-toolsmcp · back-end | Access developer tool data and integrations through Apify's web scraping platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 282 | Unranked | oozoofrog-swiftmcpmcp · back-end | Swift MCP runtime and package manager for running, installing, and discovering MCP servers written in Swift. | No signals yet | No commit datelisted | No one-command install · Source |
| 283 | Unranked | puppet-master-mcp-servermcp · back-end | Provides 26 tools for Puppet Master framework operations including initialization, development, database management, deployment, builds, linting… | No signals yet | No commit datelisted | No one-command install · Source |
| 284 | Unranked | q3ds-solidworks-mcpmcp · back-end | An MCP server enabling AI-driven CAD automation for SolidWorks at the feature level, converting intent into CAD-neutral IR and compiling it into… | No signals yet | No commit datelisted | No one-command install · Source |
| 285 | Unranked | quarkus-tddskill · back-end | Test-driven development for Quarkus 3.x LTS using JUnit 5, Mockito, REST Assured, Camel testing, and JaCoCo. Use when adding features, fixing bugs, or… | No signals yet | No commit datelisted | armory install quarkus-tdd --cli claude |
| 286 | Unranked | sentry-2mcp · back-end | This service implements the Model Context Protocol (MCP) for interacting with Sentry, focused on human-in-the-loop coding agents and developer… | No signals yet | No commit datelisted | No one-command install · Source |
| 287 | Unranked | serkan-ozal-browser-devtools-mcpmcp · back-end | An MCP Server enables AI assistants to autonomously test, debug, and validate web applications. | No signals yet | No commit datelisted | No one-command install · Source |
| 288 | Unranked | seunghui-mcp-servermcp · back-end | This is a TypeScript MCP server boilerplate for Vercel deployment, supporting Streamable HTTP and stdio transports, with tools for image generation… | No signals yet | No commit datelisted | No one-command install · Source |
| 289 | Unranked | terraform-2mcp · back-end | The Terraform MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with Terraform Registry APIs, enabling advanced… | No signals yet | No commit datelisted | No one-command install · Source |
| 290 | Unranked | theonedev-todmcp · back-end | A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.